{"id":"https://openalex.org/W4401009318","doi":"https://doi.org/10.1007/s44163-024-00153-0","title":"AI-based adaptive instructional systems for maritime safety training: a systematic literature review","display_name":"AI-based adaptive instructional systems for maritime safety training: a systematic literature review","publication_year":2024,"publication_date":"2024-07-26","ids":{"openalex":"https://openalex.org/W4401009318","doi":"https://doi.org/10.1007/s44163-024-00153-0"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-024-00153-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-024-00153-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-024-00153-0.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44163-024-00153-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5105097886","display_name":"Elham Karimi","orcid":null},"institutions":[{"id":"https://openalex.org/I130438778","display_name":"Memorial University of Newfoundland","ror":"https://ror.org/04haebc03","country_code":"CA","type":"education","lineage":["https://openalex.org/I130438778"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Elham Karimi","raw_affiliation_strings":["Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John\u2019s, NL, Canada","Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John's, NL, Canada"],"affiliations":[{"raw_affiliation_string":"Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John\u2019s, NL, Canada","institution_ids":["https://openalex.org/I130438778"]},{"raw_affiliation_string":"Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John's, NL, Canada","institution_ids":["https://openalex.org/I130438778"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040771690","display_name":"Jennifer Smith","orcid":"https://orcid.org/0000-0001-8423-0572"},"institutions":[{"id":"https://openalex.org/I4210159778","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06","country_code":"CA","type":"government","lineage":["https://openalex.org/I4210159778"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jennifer Smith","raw_affiliation_strings":["Ocean, Coastal and River Engineering Research Centre, National Research Council of Canada, St. John\u2019s, NL, Canada","Ocean, Coastal and River Engineering Research Centre, National Research Council of Canada, St. John's, NL, Canada"],"affiliations":[{"raw_affiliation_string":"Ocean, Coastal and River Engineering Research Centre, National Research Council of Canada, St. John\u2019s, NL, Canada","institution_ids":["https://openalex.org/I4210159778"]},{"raw_affiliation_string":"Ocean, Coastal and River Engineering Research Centre, National Research Council of Canada, St. John's, NL, Canada","institution_ids":["https://openalex.org/I4210159778"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054292341","display_name":"Randy Billard","orcid":"https://orcid.org/0000-0002-1029-3615"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Randy Billard","raw_affiliation_strings":["Virtual Marine, Paradise, NL, Canada"],"affiliations":[{"raw_affiliation_string":"Virtual Marine, Paradise, NL, Canada","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044956635","display_name":"Brian Veitch","orcid":"https://orcid.org/0000-0001-5450-4587"},"institutions":[{"id":"https://openalex.org/I130438778","display_name":"Memorial University of Newfoundland","ror":"https://ror.org/04haebc03","country_code":"CA","type":"education","lineage":["https://openalex.org/I130438778"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Brian Veitch","raw_affiliation_strings":["Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John\u2019s, NL, Canada","Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John's, NL, Canada"],"affiliations":[{"raw_affiliation_string":"Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John\u2019s, NL, Canada","institution_ids":["https://openalex.org/I130438778"]},{"raw_affiliation_string":"Ocean & Naval Architectural Engineering, Memorial University of Newfoundland, St. John's, NL, Canada","institution_ids":["https://openalex.org/I130438778"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5105097886"],"corresponding_institution_ids":["https://openalex.org/I130438778"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":5.5297,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.95758501,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"4","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9664000272750854,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.710719883441925},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5592665076255798},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5164892673492432},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.43182867765426636},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39782989025115967}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.710719883441925},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5592665076255798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5164892673492432},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.43182867765426636},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39782989025115967},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s44163-024-00153-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-024-00153-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-024-00153-0.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:cisti-icist.nrc-cnrc.ca:cistinparc:d38071e6-1463-4e65-b474-f6831119844a","is_oa":true,"landing_page_url":"https://nrc-publications.canada.ca/eng/view/object/?id=d38071e6-1463-4e65-b474-f6831119844a","pdf_url":"https://nrc-publications.canada.ca/eng/view/ft/?id=d38071e6-1463-4e65-b474-f6831119844a","source":{"id":"https://openalex.org/S7407055245","display_name":"NPARC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:e34c28e3c580436e9172de862dcbe3b0","is_oa":true,"landing_page_url":"https://doaj.org/article/e34c28e3c580436e9172de862dcbe3b0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discover Artificial Intelligence, Vol 4, Iss 1, Pp 1-21 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-024-00153-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-024-00153-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-024-00153-0.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2627508364","display_name":null,"funder_award_id":"ALLRP","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G8284766523","display_name":null,"funder_award_id":"(NSERC)","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401009318.pdf","grobid_xml":"https://content.openalex.org/works/W4401009318.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W45421071","https://openalex.org/W1573210768","https://openalex.org/W1928882148","https://openalex.org/W1987868810","https://openalex.org/W2051827833","https://openalex.org/W2106956101","https://openalex.org/W2137576942","https://openalex.org/W2142800938","https://openalex.org/W2326716073","https://openalex.org/W2403708444","https://openalex.org/W2511620439","https://openalex.org/W2535706547","https://openalex.org/W2579648960","https://openalex.org/W2784169908","https://openalex.org/W2791787546","https://openalex.org/W2899861016","https://openalex.org/W2904197112","https://openalex.org/W2913293464","https://openalex.org/W2917580293","https://openalex.org/W2991135516","https://openalex.org/W3024404155","https://openalex.org/W3034408366","https://openalex.org/W3045430530","https://openalex.org/W3089211486","https://openalex.org/W3091727956","https://openalex.org/W3121078114","https://openalex.org/W3127890702","https://openalex.org/W3136241810","https://openalex.org/W3140559152","https://openalex.org/W3164433326","https://openalex.org/W3168288080","https://openalex.org/W3176899830","https://openalex.org/W3214063795","https://openalex.org/W4212829009","https://openalex.org/W4214776119","https://openalex.org/W4224048112","https://openalex.org/W4229376924","https://openalex.org/W4230633010","https://openalex.org/W4243846760","https://openalex.org/W4252599113","https://openalex.org/W4255503096","https://openalex.org/W4285222038","https://openalex.org/W4285586905","https://openalex.org/W4289780663","https://openalex.org/W4310282495","https://openalex.org/W4312198660","https://openalex.org/W4361273765","https://openalex.org/W4366279021","https://openalex.org/W4379982544","https://openalex.org/W4382407587","https://openalex.org/W4382644420","https://openalex.org/W4383616671","https://openalex.org/W4383616940","https://openalex.org/W4383616978","https://openalex.org/W4383649761","https://openalex.org/W4383650366","https://openalex.org/W4383753744","https://openalex.org/W4383754361","https://openalex.org/W4386231499","https://openalex.org/W6893254818"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4390482427"],"abstract_inverted_index":{"Abstract":[0],"Adaptive":[1],"instructional":[2],"systems":[3,16],"(AISs)":[4],"refer":[5],"to":[6,10,31,71,85],"educational":[7],"interventions":[8],"designed":[9],"accommodate":[11],"individual":[12],"learner":[13],"differences.":[14],"These":[15],"employ":[17],"various":[18],"approaches,":[19],"such":[20],"as":[21,139,141],"artificial":[22],"intelligence":[23],"(AI),":[24],"machine":[25],"learning":[26,38],"(ML),":[27],"and":[28,35,80,93,136],"data":[29,100],"analytics,":[30],"analyze":[32],"student":[33,135,146],"performance":[34,147],"personalize":[36],"the":[37,46,54,73,86,103,107,110,123],"experience.":[39],"This":[40],"article":[41],"presents":[42],"a":[43],"review":[44,69,108,124],"of":[45,49,56,65,75,88,106,113],"current":[47],"state-of-the-art":[48],"AI":[50,131],"methods":[51],"used":[52],"in":[53,78,97,117,148],"development":[55,87],"AISs":[57],"for":[58,90,120,133,144],"maritime":[59,91],"safety":[60],"training.":[61],"The":[62],"main":[63],"objective":[64],"this":[66],"systematic":[67],"literature":[68],"is":[70],"determine":[72],"use":[74],"AI/ML":[76,115],"techniques":[77,116,132],"AIS":[79,89,119],"how":[81],"they":[82],"can":[83],"contribute":[84],"education":[92],"training":[94],"(MET)":[95],"applications":[96],"addressing":[98],"small":[99],"problems.":[101],"Answering":[102],"research":[104,128],"questions":[105],"identifies":[109],"fundamental":[111],"purposes":[112],"using":[114],"developing":[118],"MET.":[121],"Further,":[122],"highlights":[125],"several":[126],"crucial":[127],"areas,":[129],"including":[130],"modelling":[134],"instructor":[137],"knowledge,":[138],"well":[140],"ML":[142],"algorithms":[143],"predicting":[145],"situations":[149],"with":[150],"limited":[151],"datasets.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
